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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Ya I leave in a …" 3 comments
Does that mean that at the very least a million jobs and housing for Canadian citizens ?! Ya right ! Liberals can’t let those vote leave quite yet ,they will figure it out with the …
Does that mean that at the very least a million jobs and housing for Canadian citizens ?! Ya right ! Liberals can’t let those vote leave quite yet ,they will figure it out with the help of Diab !
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.038167715
Insult0.17486192
Profanity0.18049006
Threat0.009592636
Severe Toxicity0.007858276
Low Tox 0.2922276 Low Con 0.286 Economic_Argument
Jan 15, 2026 7 likes 2.9 million Canadian temporary visas …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need someone outside from Brampton coming in to provoke our community. Especially when ya’ll will never comment on the strengths of these immigrants—some of the most hardworking people you’ll meet. E.g. how the Punjabi Sikh community raised over $2.3 million for the first hospital in Brampton. Let’s emphasize the love, brother. 🙏🏽
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.116281845
Insult0.10148193
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.005760193
Low Tox 0.2191003 Constructive 0.756 Solidarity
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.003607291
Insult0.00808288
Profanity0.011184863
Threat0.0061231707
Severe Toxicity0.0007343292
Low Tox 0.01426248 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.